The importance of understanding large data, context, conventions and uncertainty in a pandemic

Background: The coronavirus disease 2019 (COVID-19) pandemic has provided rich data displays informing the public about the spread of infection, risks for certain population groups and the effectiveness of vaccines. These data sources offer opportunities for students and teachers to explore and disc...

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Main Authors: Max Stephens, Djordje M. Kadijevich, Janelle C. Hill, Mayamiko Malola
Format: Article
Language:English
Published: AOSIS 2022-10-01
Series:African Journal of Teacher Education and Development
Subjects:
Online Access:https://ajoted.org/index.php/ajoted/article/view/7
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author Max Stephens
Djordje M. Kadijevich
Janelle C. Hill
Mayamiko Malola
author_facet Max Stephens
Djordje M. Kadijevich
Janelle C. Hill
Mayamiko Malola
author_sort Max Stephens
collection DOAJ
description Background: The coronavirus disease 2019 (COVID-19) pandemic has provided rich data displays informing the public about the spread of infection, risks for certain population groups and the effectiveness of vaccines. These data sources offer opportunities for students and teachers to explore and discuss data of high relevance to their lives and their communities. Aim: This article argues that in the teaching of statistics and probability, greater attention needs to be given to understand the three key elements of statistical literacy, namely context, conventions and uncertainty. The article also identifies several key areas linking theory and practice. Setting: This article draws on different data displays using COVID-19-related websites internationally; nationally in Africa and South Africa; and locally in the State of Victoria in Australia. Methods: By investigating and analysing different data displays, the article shows the importance of assisting students to understand context, data conventions, uncertainty and risk–benefit to understand COVID-19 data. The article examines pertinent ‘frontier’ areas in the teaching of probability and statistics. Results: The article identifies important opportunities and challenges for the teaching of statistics in schools and for teacher education, including greater attention to frequentist expressions of probability, risk–benefit analysis, the importance of time series analyses and critical approaches to the evaluation of available data sets. Conclusion: For schools, greater attention needs to be given to the different conventions by which data are expressed, including the use of dynamic dashboard representations. Contribution: The article shows how available COVID-19 data can be used to enhance students’ statistical literacy and enrich teacher education.
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spelling doaj.art-456683904a874583a9f51fce2f73deb12024-01-30T08:13:53ZengAOSISAfrican Journal of Teacher Education and Development2958-86502958-09862022-10-0111e1e1110.4102/ajoted.v1i1.74The importance of understanding large data, context, conventions and uncertainty in a pandemicMax Stephens0Djordje M. Kadijevich1Janelle C. Hill2Mayamiko Malola3Melbourne Graduate School of Education, Faculty of Education, University of Melbourne, MelbourneInstitute for Educational Research, BelgradeMelbourne Graduate School of Education, Faculty of Education, University of Melbourne, MelbourneMelbourne Graduate School of Education, Faculty of Education, University of Melbourne, MelbourneBackground: The coronavirus disease 2019 (COVID-19) pandemic has provided rich data displays informing the public about the spread of infection, risks for certain population groups and the effectiveness of vaccines. These data sources offer opportunities for students and teachers to explore and discuss data of high relevance to their lives and their communities. Aim: This article argues that in the teaching of statistics and probability, greater attention needs to be given to understand the three key elements of statistical literacy, namely context, conventions and uncertainty. The article also identifies several key areas linking theory and practice. Setting: This article draws on different data displays using COVID-19-related websites internationally; nationally in Africa and South Africa; and locally in the State of Victoria in Australia. Methods: By investigating and analysing different data displays, the article shows the importance of assisting students to understand context, data conventions, uncertainty and risk–benefit to understand COVID-19 data. The article examines pertinent ‘frontier’ areas in the teaching of probability and statistics. Results: The article identifies important opportunities and challenges for the teaching of statistics in schools and for teacher education, including greater attention to frequentist expressions of probability, risk–benefit analysis, the importance of time series analyses and critical approaches to the evaluation of available data sets. Conclusion: For schools, greater attention needs to be given to the different conventions by which data are expressed, including the use of dynamic dashboard representations. Contribution: The article shows how available COVID-19 data can be used to enhance students’ statistical literacy and enrich teacher education.https://ajoted.org/index.php/ajoted/article/view/7probabilitystatisticsstatistical literacydata visualisationsdashboardsteacher educationcovid-19pandemic.
spellingShingle Max Stephens
Djordje M. Kadijevich
Janelle C. Hill
Mayamiko Malola
The importance of understanding large data, context, conventions and uncertainty in a pandemic
African Journal of Teacher Education and Development
probability
statistics
statistical literacy
data visualisations
dashboards
teacher education
covid-19
pandemic.
title The importance of understanding large data, context, conventions and uncertainty in a pandemic
title_full The importance of understanding large data, context, conventions and uncertainty in a pandemic
title_fullStr The importance of understanding large data, context, conventions and uncertainty in a pandemic
title_full_unstemmed The importance of understanding large data, context, conventions and uncertainty in a pandemic
title_short The importance of understanding large data, context, conventions and uncertainty in a pandemic
title_sort importance of understanding large data context conventions and uncertainty in a pandemic
topic probability
statistics
statistical literacy
data visualisations
dashboards
teacher education
covid-19
pandemic.
url https://ajoted.org/index.php/ajoted/article/view/7
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